基于地图的指纹室内定位

Akis Kokkinis, M. Raspopoulos, L. Kanaris, A. Liotta, S. Stavrou
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引用次数: 27

摘要

这项工作的目的是通过以先验知识的形式将地图约束施加到定位算法中,研究基于指纹的室内定位过程中潜在的精度改进。在我们的方法中,我们建议引入路由概率因子(RPF),它反映了用户位于一个位置而不是所有其他位置的可能性。RPF不仅影响沿预先定义的频繁路线的点的概率,而且还影响位于每个频繁路线附近的所有邻近点。评估过程的结果表明,RPF方法的有效性,证明了定位误差的显著降低。
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Map-aided fingerprint-based indoor positioning
The objective of this work is to investigate potential accuracy improvements in the fingerprint-based indoor positioning processes, by imposing map-constraints into the positioning algorithms in the form of a-priori knowledge. In our approach, we propose the introduction of a Route Probability Factor (RPF), which reflects the possibility of a user, to be located on one position instead of all others. The RPF does not only affect the probabilities of the points along the pre-defined frequent routes, but also influences all the neighbouring points that lie at the proximity of each frequent route. The outcome of the evaluation process, indicates the validity of the RPF approach, demonstrated by the significant reduction of the positioning error.
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